Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "126"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 126 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 75 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 73 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 126, Node N09:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459891 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 16.876359 3.967443 -1.066259 0.874024 17.733096 -0.255326 2.622361 1.004231 0.6153 0.6978 0.3719 nan nan
2459890 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 17.445248 3.162403 -1.296083 1.097694 16.675773 -0.336826 54.938328 -0.367304 0.6158 0.6890 0.3656 nan nan
2459889 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.717786 3.353823 -1.627012 0.843851 5.642306 -0.187795 6.400796 -0.282441 0.6986 0.6939 0.3759 nan nan
2459888 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.135476 1.631708 -1.185564 0.742095 13.489821 -1.046287 17.487820 -0.023199 0.6735 0.7144 0.3661 nan nan
2459887 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.092663 1.325803 -1.071723 0.547608 2.875074 0.171624 3.401481 0.047900 0.6970 0.6973 0.3802 nan nan
2459886 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.121542 0.738066 -0.617606 0.371701 0.400873 -0.147212 0.742242 0.437267 0.7764 0.7613 0.3124 nan nan
2459885 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 24.380957 -0.853237 3.751230 0.493235 26.238927 0.055140 17.672884 0.479736 0.6827 0.7394 0.3167 nan nan
2459884 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.776255 4.223832 -1.308984 1.018631 4.181795 -0.825660 8.683944 0.173477 0.6963 0.6862 0.3840 nan nan
2459883 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 11.391009 1.680875 2.586275 1.371331 12.850614 0.178844 78.527555 0.064788 0.6624 0.6987 0.3712 nan nan
2459882 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 12.455977 -0.554872 6.066064 1.217979 17.303597 0.197008 84.057145 0.096679 0.6776 0.7010 0.3653 nan nan
2459881 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.367434 5.538776 7.486479 5.717957 12.437630 3.760136 41.801613 7.068147 0.7369 0.7407 0.3154 nan nan
2459880 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 22.882742 0.685883 3.599631 1.429392 10.685592 -0.146483 174.351079 -0.079354 0.6359 0.6985 0.3774 nan nan
2459879 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459878 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 6.945432 -0.323196 4.636629 1.038082 12.032299 0.541286 16.528463 -0.311440 0.0724 0.0709 0.0150 nan nan
2459876 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 44.672032 1.957056 4.349759 2.346659 14.694283 15.214570 15.942251 0.922599 0.0826 0.0757 0.0201 nan nan
2459875 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 29.452237 6.372389 6.146299 4.511621 15.382253 2.279451 29.222641 0.235092 0.0785 0.0744 0.0183 nan nan
2459874 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 69.042964 9.755561 2.782747 1.502501 8.317462 2.092084 2.028667 3.646833 0.0736 0.0644 0.0141 nan nan
2459873 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.799788 -0.788928 5.288441 0.809471 5.650800 -0.555614 3.132975 -0.465905 0.7108 0.6909 0.3773 nan nan
2459872 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 1.691773 -0.343786 7.824673 1.337401 4.160697 10.295420 3.237085 11.743837 0.0684 0.0680 0.0119 nan nan
2459871 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 4.729121 -0.879491 6.377001 0.756429 17.792850 -1.087211 25.156660 -0.556890 0.0861 0.0830 0.0164 nan nan
2459870 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 60.032537 3.637164 3.924251 1.607352 9.501611 4.213187 5.355865 8.677326 0.5965 0.6971 0.3607 nan nan
2459869 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 50.069848 0.276187 3.762804 0.034499 7.610162 -0.416470 5.452317 -0.697796 0.6062 0.7192 0.3547 nan nan
2459868 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 55.534580 -0.492811 6.536564 0.936181 7.257356 -1.063985 18.726981 -0.698447 0.5870 0.6910 0.3696 nan nan
2459867 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 38.342872 -0.296919 4.772103 0.985723 8.611365 -0.195989 9.733705 -0.694056 0.6003 0.6962 0.3742 nan nan
2459866 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 42.811922 -0.183736 4.468961 1.254652 6.615135 -0.007954 6.147642 -0.643426 0.5957 0.6964 0.3643 nan nan
2459865 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.063440 -0.523646 5.063610 7.000088 23.006781 0.407084 7.132194 0.503479 0.0778 0.0772 0.0142 nan nan
2459864 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 26.709964 -0.088722 3.311012 -0.357463 10.628846 0.259457 15.975711 0.059127 0.6635 0.6946 0.3990 nan nan
2459863 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 29.030245 -0.254809 -1.418268 0.317795 10.635453 -0.343161 50.793720 -0.581947 0.6194 0.6784 0.3831 nan nan
2459862 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 24.703981 1.288025 3.733223 -0.737062 18.287993 -0.801102 29.680290 -0.646379 0.6205 0.7085 0.4227 nan nan
2459861 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.808342 1.136089 -1.575476 0.523008 4.068729 -0.172149 1.537317 -0.446257 0.7178 0.6857 0.4117 nan nan
2459860 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 32.028992 1.427507 1.530949 -0.746862 3.615203 2.974117 2.552475 -0.563141 0.6147 0.6965 0.3862 nan nan
2459859 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.168797 1.030401 -1.056836 0.475036 5.821234 0.221647 23.549993 -0.480516 0.6839 0.6996 0.3955 nan nan
2459858 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 15.796069 0.742564 -1.369776 0.393582 9.374498 -0.560503 15.131356 -0.524811 0.6731 0.7016 0.4064 3.166336 2.948059
2459857 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.224370 -0.062341 -2.450918 -1.908505 3.745860 1.751715 0.030926 0.837602 0.0266 0.0266 0.0005 nan nan
2459856 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 40.573232 0.777834 1.266805 -1.046756 6.768148 1.828824 6.631015 -0.228210 0.6039 0.7176 0.3822 3.982420 2.749756
2459855 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.600853 0.544777 1.084613 -1.359861 11.760214 -0.140487 10.100453 -0.858366 0.6855 0.7317 0.4226 3.362463 2.674964
2459854 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 23.262971 0.569741 1.271254 -0.525683 14.816476 0.464998 7.069181 -0.086879 0.6553 0.7496 0.4300 3.010273 2.766649
2459853 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 22.439438 1.218834 2.721195 -0.702963 9.520009 0.484344 11.037544 -0.665214 0.6835 0.7046 0.4128 3.462355 3.047368
2459852 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.184479 0.844044 4.906850 -0.775549 14.701780 -0.771687 6.087308 -0.145180 0.8177 0.8467 0.2321 6.200613 5.947612
2459850 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 27.135859 -0.279882 2.919664 -0.462878 8.163622 2.023820 9.855966 1.911314 0.6894 0.7731 0.3468 2.758738 2.558982
2459849 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 39.628688 0.593271 4.043096 1.416432 9.353437 0.288833 6.572769 -0.481680 0.6392 0.7658 0.3380 4.441478 3.506730
2459848 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 39.394081 1.556970 3.377120 0.173510 11.157048 6.615746 5.520922 -0.047709 0.6115 0.7662 0.3620 4.164728 3.167204
2459847 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.553615 1.005417 6.535267 0.266684 20.493554 -0.210055 51.265121 -0.457011 0.7012 0.6985 0.4206 6.920811 6.537318
2459846 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 31.613834 2.843783 1.879060 0.344345 4.155497 -0.391658 2.713002 -0.622161 0.7825 0.6813 0.4123 4.027612 5.561768
2459845 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459844 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459843 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459842 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 23.038865 0.467248 -1.413555 -2.197721 0.790609 -0.250707 1.617076 -0.258713 0.6960 0.7277 0.2217 5.964134 4.150075
2459841 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459840 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 4.937073 1.425805 1.124967 0.161001 1.472558 1.350182 1.371414 2.504796 0.0253 0.0265 0.0016 nan nan
2459839 RF_maintenance 100.00% - - - - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459838 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.984538 -0.036484 6.873124 6.450711 25.413162 0.029091 3.612121 -0.911071 0.7272 0.7295 0.3974 4.114918 3.385004
2459836 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0316 0.0369 0.0034 nan nan
2459835 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -1.045895 0.287057 -0.601882 -0.149562 3.112804 0.123760 0.150085 0.963513 0.0330 0.0357 0.0029 nan nan
2459833 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459832 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459831 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459830 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459829 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459828 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459827 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459826 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 24.246590 2.889430 8.567628 7.302586 17.993949 5.827157 -0.063476 -1.520457 0.7048 0.6144 0.3905 3.150541 2.695414
2459825 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459824 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459823 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459822 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 25.700442 3.268495 6.385784 6.794351 10.192293 4.793460 3.782579 -0.900118 0.7102 0.6362 0.3892 3.708507 3.257059
2459821 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459820 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459817 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 23.525209 7.608858 4.251461 5.593522 13.794863 6.681892 2.159442 1.396149 0.7175 0.6746 0.3958 3.354038 3.046041
2459816 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 22.406582 4.162664 9.748533 6.905332 23.141792 6.738846 0.418499 -1.143941 0.7393 0.6074 0.4600 3.772239 3.550208
2459815 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 24.222369 18.537431 17.085321 17.338739 59.516556 58.687396 -3.003425 -4.629984 0.7004 0.7068 0.3681 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 126: 2459891

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Variability 17.733096 16.876359 3.967443 -1.066259 0.874024 17.733096 -0.255326 2.622361 1.004231

Antenna 126: 2459890

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Discontinuties 54.938328 3.162403 17.445248 1.097694 -1.296083 -0.336826 16.675773 -0.367304 54.938328

Antenna 126: 2459889

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Discontinuties 6.400796 0.717786 3.353823 -1.627012 0.843851 5.642306 -0.187795 6.400796 -0.282441

Antenna 126: 2459888

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Discontinuties 17.487820 1.631708 9.135476 0.742095 -1.185564 -1.046287 13.489821 -0.023199 17.487820

Antenna 126: 2459887

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Discontinuties 3.401481 1.325803 -0.092663 0.547608 -1.071723 0.171624 2.875074 0.047900 3.401481

Antenna 126: 2459886

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Discontinuties 0.742242 -0.121542 0.738066 -0.617606 0.371701 0.400873 -0.147212 0.742242 0.437267

Antenna 126: 2459885

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Variability 26.238927 -0.853237 24.380957 0.493235 3.751230 0.055140 26.238927 0.479736 17.672884

Antenna 126: 2459884

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Discontinuties 8.683944 4.223832 0.776255 1.018631 -1.308984 -0.825660 4.181795 0.173477 8.683944

Antenna 126: 2459883

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Discontinuties 78.527555 1.680875 11.391009 1.371331 2.586275 0.178844 12.850614 0.064788 78.527555

Antenna 126: 2459882

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Discontinuties 84.057145 -0.554872 12.455977 1.217979 6.066064 0.197008 17.303597 0.096679 84.057145

Antenna 126: 2459881

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Discontinuties 41.801613 5.538776 1.367434 5.717957 7.486479 3.760136 12.437630 7.068147 41.801613

Antenna 126: 2459880

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Discontinuties 174.351079 0.685883 22.882742 1.429392 3.599631 -0.146483 10.685592 -0.079354 174.351079

Antenna 126: 2459879

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459878

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Discontinuties 16.528463 -0.323196 6.945432 1.038082 4.636629 0.541286 12.032299 -0.311440 16.528463

Antenna 126: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 44.672032 44.672032 1.957056 4.349759 2.346659 14.694283 15.214570 15.942251 0.922599

Antenna 126: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 29.452237 29.452237 6.372389 6.146299 4.511621 15.382253 2.279451 29.222641 0.235092

Antenna 126: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 69.042964 69.042964 9.755561 2.782747 1.502501 8.317462 2.092084 2.028667 3.646833

Antenna 126: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Variability 5.650800 0.799788 -0.788928 5.288441 0.809471 5.650800 -0.555614 3.132975 -0.465905

Antenna 126: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance nn Temporal Discontinuties 11.743837 -0.343786 1.691773 1.337401 7.824673 10.295420 4.160697 11.743837 3.237085

Antenna 126: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Discontinuties 25.156660 -0.879491 4.729121 0.756429 6.377001 -1.087211 17.792850 -0.556890 25.156660

Antenna 126: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 60.032537 60.032537 3.637164 3.924251 1.607352 9.501611 4.213187 5.355865 8.677326

Antenna 126: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 50.069848 50.069848 0.276187 3.762804 0.034499 7.610162 -0.416470 5.452317 -0.697796

Antenna 126: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 55.534580 55.534580 -0.492811 6.536564 0.936181 7.257356 -1.063985 18.726981 -0.698447

Antenna 126: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 38.342872 38.342872 -0.296919 4.772103 0.985723 8.611365 -0.195989 9.733705 -0.694056

Antenna 126: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 42.811922 -0.183736 42.811922 1.254652 4.468961 -0.007954 6.615135 -0.643426 6.147642

Antenna 126: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Variability 23.006781 12.063440 -0.523646 5.063610 7.000088 23.006781 0.407084 7.132194 0.503479

Antenna 126: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 26.709964 -0.088722 26.709964 -0.357463 3.311012 0.259457 10.628846 0.059127 15.975711

Antenna 126: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Discontinuties 50.793720 29.030245 -0.254809 -1.418268 0.317795 10.635453 -0.343161 50.793720 -0.581947

Antenna 126: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Discontinuties 29.680290 24.703981 1.288025 3.733223 -0.737062 18.287993 -0.801102 29.680290 -0.646379

Antenna 126: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Variability 4.068729 1.136089 0.808342 0.523008 -1.575476 -0.172149 4.068729 -0.446257 1.537317

Antenna 126: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 32.028992 32.028992 1.427507 1.530949 -0.746862 3.615203 2.974117 2.552475 -0.563141

Antenna 126: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Discontinuties 23.549993 10.168797 1.030401 -1.056836 0.475036 5.821234 0.221647 23.549993 -0.480516

Antenna 126: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 15.796069 0.742564 15.796069 0.393582 -1.369776 -0.560503 9.374498 -0.524811 15.131356

Antenna 126: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Variability 3.745860 -0.062341 -0.224370 -1.908505 -2.450918 1.751715 3.745860 0.837602 0.030926

Antenna 126: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 40.573232 40.573232 0.777834 1.266805 -1.046756 6.768148 1.828824 6.631015 -0.228210

Antenna 126: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Variability 11.760214 0.544777 5.600853 -1.359861 1.084613 -0.140487 11.760214 -0.858366 10.100453

Antenna 126: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 23.262971 0.569741 23.262971 -0.525683 1.271254 0.464998 14.816476 -0.086879 7.069181

Antenna 126: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 22.439438 1.218834 22.439438 -0.702963 2.721195 0.484344 9.520009 -0.665214 11.037544

Antenna 126: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Variability 14.701780 -0.184479 0.844044 4.906850 -0.775549 14.701780 -0.771687 6.087308 -0.145180

Antenna 126: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 27.135859 27.135859 -0.279882 2.919664 -0.462878 8.163622 2.023820 9.855966 1.911314

Antenna 126: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 39.628688 39.628688 0.593271 4.043096 1.416432 9.353437 0.288833 6.572769 -0.481680

Antenna 126: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 39.394081 1.556970 39.394081 0.173510 3.377120 6.615746 11.157048 -0.047709 5.520922

Antenna 126: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Discontinuties 51.265121 1.005417 8.553615 0.266684 6.535267 -0.210055 20.493554 -0.457011 51.265121

Antenna 126: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 31.613834 31.613834 2.843783 1.879060 0.344345 4.155497 -0.391658 2.713002 -0.622161

Antenna 126: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 23.038865 23.038865 0.467248 -1.413555 -2.197721 0.790609 -0.250707 1.617076 -0.258713

Antenna 126: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 4.937073 4.937073 1.425805 1.124967 0.161001 1.472558 1.350182 1.371414 2.504796

Antenna 126: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Variability 25.413162 -0.036484 9.984538 6.450711 6.873124 0.029091 25.413162 -0.911071 3.612121

Antenna 126: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Variability 3.112804 0.287057 -1.045895 -0.149562 -0.601882 0.123760 3.112804 0.963513 0.150085

Antenna 126: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 24.246590 2.889430 24.246590 7.302586 8.567628 5.827157 17.993949 -1.520457 -0.063476

Antenna 126: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 25.700442 25.700442 3.268495 6.385784 6.794351 10.192293 4.793460 3.782579 -0.900118

Antenna 126: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 23.525209 23.525209 7.608858 4.251461 5.593522 13.794863 6.681892 2.159442 1.396149

Antenna 126: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Variability 23.141792 4.162664 22.406582 6.905332 9.748533 6.738846 23.141792 -1.143941 0.418499

Antenna 126: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 126: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance nn Shape nan nan nan nan nan nan nan nan nan

Antenna 126: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Variability 59.516556 18.537431 24.222369 17.338739 17.085321 58.687396 59.516556 -4.629984 -3.003425
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